{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Forecasting with HCrystalBall forecaster\n",
    "This tutorial shows, how to use [HCrystalBall](https://github.com/heidelbergcement/hcrystalball)'s compliant estimator within `sktime` eco-system for the time-series forecasting.\n",
    "\n",
    "There is an existing [documentation](https://hcrystalball.readthedocs.io/en/latest/) containing full set of features (also with [tutorial](https://hcrystalball.readthedocs.io/en/latest/examples/02_tutorial.html)), so the main goal of this notebook is highlighting differences and additions to `sktime` possibilites."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup\n",
    "`hcrystalball` is a soft dependency, that you would need to install with `conda install -c conda-forge hcrystalball` or `pip install hcrystalball`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Usage in sktime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-19T14:31:51.738256Z",
     "iopub.status.busy": "2020-12-19T14:31:51.737644Z",
     "iopub.status.idle": "2020-12-19T14:31:51.815772Z",
     "shell.execute_reply": "2020-12-19T14:31:51.816436Z"
    }
   },
   "outputs": [],
   "source": [
    "from warnings import simplefilter\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "simplefilter(\"ignore\", FutureWarning)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-19T14:31:51.820316Z",
     "iopub.status.busy": "2020-12-19T14:31:51.819745Z",
     "iopub.status.idle": "2020-12-19T14:31:52.427324Z",
     "shell.execute_reply": "2020-12-19T14:31:52.427829Z"
    }
   },
   "outputs": [],
   "source": [
    "from sktime.datasets import load_airline\n",
    "from sktime.forecasting.model_selection import temporal_train_test_split\n",
    "from sktime.performance_metrics.forecasting import mean_absolute_percentage_error\n",
    "from sktime.utils.plotting import plot_series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-19T14:31:52.439165Z",
     "iopub.status.busy": "2020-12-19T14:31:52.438608Z",
     "iopub.status.idle": "2020-12-19T14:31:52.440811Z",
     "shell.execute_reply": "2020-12-19T14:31:52.441307Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "108 36\n"
     ]
    }
   ],
   "source": [
    "y = load_airline()\n",
    "# our HCrystalball wrapper currently only supports pd.DatetimeIndex types\n",
    "y.index = y.index.to_timestamp(\"M\")\n",
    "y_train, y_test = temporal_train_test_split(y, test_size=36)\n",
    "print(y_train.shape[0], y_test.shape[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-19T14:31:52.444761Z",
     "iopub.status.busy": "2020-12-19T14:31:52.444274Z",
     "iopub.status.idle": "2020-12-19T14:31:53.388985Z",
     "shell.execute_reply": "2020-12-19T14:31:53.389498Z"
    }
   },
   "outputs": [],
   "source": [
    "from hcrystalball.ensemble import SimpleEnsemble\n",
    "from hcrystalball.wrappers import (\n",
    "    ExponentialSmoothingWrapper,\n",
    "    SarimaxWrapper,\n",
    "    get_sklearn_wrapper,\n",
    ")\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "from sklearn.linear_model import ElasticNet\n",
    "\n",
    "from sktime.forecasting.hcrystalball import HCrystalBallForecaster"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-19T14:31:53.394515Z",
     "iopub.status.busy": "2020-12-19T14:31:53.394018Z",
     "iopub.status.idle": "2020-12-19T14:31:53.395638Z",
     "shell.execute_reply": "2020-12-19T14:31:53.396124Z"
    }
   },
   "outputs": [],
   "source": [
    "models = {\n",
    "    \"sarimax\": SarimaxWrapper(init_with_autoarima=True, autoarima_dict={\"m\": 12}),\n",
    "    \"smoothing\": ExponentialSmoothingWrapper(\n",
    "        trend=\"add\", seasonal=\"multiplicative\", seasonal_periods=12\n",
    "    ),\n",
    "    \"sklearn_linear\": get_sklearn_wrapper(ElasticNet),\n",
    "    \"sklearn_forest\": get_sklearn_wrapper(RandomForestRegressor, n_estimators=100),\n",
    "    \"avg_ensemble\": SimpleEnsemble(\n",
    "        base_learners=[\n",
    "            get_sklearn_wrapper(ElasticNet, name=\"sklearn_linear\"),\n",
    "            ExponentialSmoothingWrapper(\n",
    "                trend=\"add\",\n",
    "                seasonal=\"multiplicative\",\n",
    "                seasonal_periods=12,\n",
    "                name=\"smoothing\",\n",
    "            ),\n",
    "        ],\n",
    "        ensemble_func=\"mean\",\n",
    "    ),\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-19T14:31:53.398960Z",
     "iopub.status.busy": "2020-12-19T14:31:53.398475Z",
     "iopub.status.idle": "2020-12-19T14:31:53.399903Z",
     "shell.execute_reply": "2020-12-19T14:31:53.400396Z"
    }
   },
   "outputs": [],
   "source": [
    "# from hcrystalball.feature_extraction import HolidayTransformer, SeasonalityTransformer\n",
    "# from hcrystalball.wrappers import ProphetWrapper\n",
    "\n",
    "# other_models = {\n",
    "#     # needs fbprophet with its dependencies installed\n",
    "#     \"prophet\": ProphetWrapper(),\n",
    "#     # works only with daily data frequency\n",
    "#     \"sklearn_forest_holiday\": Pipeline(\n",
    "#         [\n",
    "#             (\"seasonality\", SeasonalityTransformer(freq=\"M\")),\n",
    "#             (\n",
    "#                 \"holiday\",\n",
    "#                 HolidayTransformer(\n",
    "#                     country_code=\"DE\", days_before=2, days_after=1, bridge_days=True\n",
    "#                 ),\n",
    "#             )(\"model\", get_sklearn_wrapper(RandomForestRegressor)),\n",
    "#         ]\n",
    "#     ),\n",
    "# }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-19T14:31:53.403514Z",
     "iopub.status.busy": "2020-12-19T14:31:53.403046Z",
     "iopub.status.idle": "2020-12-19T14:31:53.404479Z",
     "shell.execute_reply": "2020-12-19T14:31:53.404970Z"
    }
   },
   "outputs": [],
   "source": [
    "fh = np.arange(len(y_test)) + 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-19T14:31:53.410807Z",
     "iopub.status.busy": "2020-12-19T14:31:53.410173Z",
     "iopub.status.idle": "2020-12-19T14:31:56.187652Z",
     "shell.execute_reply": "2020-12-19T14:31:56.188293Z"
    }
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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dGGPTSZ/2Rl1A23hsbN0UNCUdL5h1F76KHzyP9Otexd+w6vxjI6nG4NuY2X8Bx4AdwJdKqZ6AjJkVQgghhBBC+E0pA87qMpIvewJzyiAMUQkNxsYao5MxxKRR3cECNk+Fr9Knv0lU6hCf06nNSeeD2ZgeU4PZ3IjQ7KPmKviUr7XuqrW+TtdOSnscmBKS1gkhhBBCCCE6nKqTayhYdQum+C6Y4jKbBHPm5AEdLs3YU+Grgvdm4ago8HkfxrguKHO8TM/j0mwwq2tHFt/faJnWWtuD2qoQcmoneRVl5JSXkFdRhjOCB1MvWbKE+++/v+UVQ2DJkiWcPn267u/s7GyKioqarLdy5Uoee+yxVh8nOzuboUOHsmXLllbvIxTC6do0Z8qUKcTHx4f94ymEEEKIyFZdsA1z8gAM5jiP90clDehwacZeC185qn3eh1IKc1I/STN28SXN+BOl1E+BZYDVvVBrfSZorQoRp3ayuySPG1cvJqe8hJ7xSbwzdT5DkjIxhFHlNIfDgdFobO9m+GXJkiUMGTKELl26NLveDTfcwA033NCmY33++eekpqa2aR+i1ueff87kyZPbuxlCCCGE6OBsBduJ7nap1/vNSf1xVhbhqCzGGJMSwpYFj7vwVf2Atn7hK1+ZO/fDlrcp0M2LSL5EbHcB9wFfAltdt4jotnlw47tc8cE/vN7W5B6uC2QBcspLuHH1YtbkHva6zYMb323xuA8//DB/+9vf6v5euHAhixYtarLemjVruOyyy7jpppsYNGgQP/zhD3E6a3uG4+Pj+c1vfsO4cePYsGEDr7zyChdffDEjRozgBz/4AQ6HA4DFixfTv39/Lr/8ctavX99su9544w2GDBnC8OHDueyyy4DaoPPGG29k+vTp9OrVi6effpq//OUvjBw5kksuuYQzZ2q/s9i+fTuXXHIJw4YN46abbqKkpMTr8hUrVrBlyxZuv/12RowYQWVlJQB///vfGTVqFEOHDuXbb7+tO767x3LevHksWLCACRMm0Lt3b1asWAGA0+nkxz/+MYMHD2batGlcd911dfc19tBDDzFo0CCGDRvGT3/607r9/uhHP2LKlCn07t2bL774grvuuouLLrqIefPm1W37ox/9iDFjxjB48GB++9vf1i3Pzs7mF7/4BRdffDEXX3wxhw4dAqCwsJBZs2YxduxYxo4d2+Lj75aTk8PUqVMZNmwYU6dO5fjx416vz549e+qu+7Bhwzh4sGlKSXZ2Nr/97W+bPLabNm1iwoQJjBw5kgkTJrB///66x3zmzJlce+219OvXj5///Oc+tVsIIYQQIhAcFQU4yk9iSR/pdR1zsquicQfqgTTGppM+/U2vha98ZU7qj700B6e9MhjNjCgtBrNa614ebr1D0bhgizNH1QWybjnlJcSZ/ft2pLG7776bF198EagNxJYuXcrtt9/ucd1Nmzbx5JNPsmvXLg4fPsxbb70FgNVqZciQIWzcuJGUlBSWLVvG+vXr2b59O0ajkVdffZXc3Fx++9vfsn79ej755BP27t3bbLt+//vf89FHH7Fjxw5WrlxZt3z37t289tprbNq0iYULFxIbG8u2bdsYP348L730EgB33nknf/rTn9i5cydDhw7ld7/7ndfl3/3udxkzZgyvvvoq27dvJyYmBoDU1FS++eYbfvSjH/HEE094bGNubi7r1q1j1apVPPTQQwC89dZbHDt2jF27dvHcc8+xYcMGj9ueOXOGt99+mz179rBz505+/etf191XUlLCZ599xlNPPcX06dN58MEH2bNnD7t27WL79u0APProo2zZsoWdO3fyxRdfsHPnzrrtExMT2bRpE/fffz8/+clPAHjggQd48MEH2bx5M2+++Sb33HNPs4+/2/3338+dd97Jzp07uf3221mwYIHX6/Ovf/2LBx54gO3bt7Nlyxa6desGwHXXXdcgjdvTYztw4EC+/PJLtm3bxu9//3t+9atf1a2/fft2li1bxq5du1i2bBknTpzwqe1CCCGEEG1lK9gGQFRaM8Gse3qeDpRqrJQBU1I/ki97ki7f20zW7LV+FX9yqy0CpbGfPRSchkaQFtOMlVKxwH8DPbTW9yql+gEDtNargt66Nnpq3Ixm78+rKKNnfFKDgLZnfBI945L57Ds/bvVxs7OzSUlJYdu2beTn5zNy5EhSUjynR1x88cX07l373cBtt93GunXr+O53v4vRaGTWrFkArF69mq1btzJ27FgAKisrSU9PZ+PGjUyePJm0tDQAZs+ezYED3r+9mjhxIvPmzeOWW25h5syZdcunTJlCQkICCQkJdOrUienTpwMwdOhQdu7cyblz5zh79iyXX345AHPnzuXmm2/2utwb9zFHjx5dF7Q3duONN2IwGBg0aBD5+fkArFu3jptvvhmDwUBmZiZTpniuP5aYmEh0dDT33HMP119/PdOmTau7b/r06SilGDp0KBkZGQwdOhSAwYMHc+zYMUaMGMHy5ct59tlnsdvt5ObmsnfvXoYNG1Z3bdw/H3zwQQA+/fTTBl8glJaWUlZWRkJCgtfHAGDDhg115z9nzpy6nlFP12f8+PE8+uijnDx5kpkzZ9KvXz8A/vOf/7T42J47d465c+dy8OBBlFLU1NTUrT916lQ6deoEwKBBg8jJyaF79+7NtlsIIYQQIhCqXcGsJX2E13VMidlgjOpwRaCq87ZQsOq7ZNzwFpb04a3aR/1e66jUoYFsXsTx5WuAxUA1MMH190ngD0FrUQilx8TxztT59IxPAqgbM5se43kguj/uuecelixZwuLFi7nrrru8rqeU8vh3dHR03ThZrTVz585l+/btbN++nf379/PII4943L45//rXv/jDH/7AiRMnGDFiBMXFxQBYLJa6dQwGQ93fBoMBuz1wtb7c+zUajV73W78ttcWzz/9siclkYtOmTcyaNYt33nmHa6+9tsl+65+f+2+73c7Ro0d54oknWL16NTt37uT666+nqqqqbr36j7P7d6fTyYYNG+quy6lTp1oMZD1x78/T9fne977HypUriYmJ4ZprruGzzz7zuA9Pj+3DDz/MlClT2L17N++9916D86n/GDR3PYQQQgghAs1WsA1T574YLJ28rqMMRsyd+3aonlkA2+l1AFi6TGhhTe/MnWs7NzpSCnZr+RLM9tFa/xmoAdBaVwK+R1BhzKAMDEnK5KvrF3D05oV8df2CgBV/uummm/jwww/ZvHkz11xzjdf1Nm3axNGjR3E6nSxbtoxJkyY1WWfq1KmsWLGCgoLast1nzpwhJyeHcePGsWbNGoqLi6mpqeGNN95otk2HDx9m3Lhx/P73vyc1NdXn1NJOnTqRlJTE2rVrAXj55Ze5/PLLvS4HSEhIoKyszKf9t2TSpEm8+eabOJ1O8vPzWbNmjcf1ysvLOXfuHNdddx1//etf69KHfVFaWkpcXBydOnUiPz+fDz74oMH9y5Ytq/s5fvx4AK6++mqefvrpunV8Pd6ECRNYunQpAK+++mrdNfd0fY4cOULv3r1ZsGABN9xwQ4PU55acO3eOrl27ArXjZIUQQgghwkF1wXYsaSNaXM+c1L/DBWxVp77CnDIIY3Ryq/dhiIrHGN9VpufBt2rG1UqpGEADKKX6ALagtiqEDMpAZqz/vWktiYqKYsqUKXTu3LnZSsTjx4/noYceYteuXXXFoBobNGgQf/jDH7j66qtxOp2YzWaeeeYZLrnkEh555BHGjx9PVlYWo0aNqisM5cnPfvYzDh48iNaaqVOnMnz4cJ8DsBdffJEf/vCHVFRU0Lt3bxYvXtzs8nnz5vHDH/6QmJgYr2NcfTVr1ixWr17NkCFD6N+/P+PGjatLka2vrKyMGTNmUFVVhdaap556yudjDB8+nJEjRzJ48GB69+7NxIkTG9xvs9kYN24cTqeT119/HYBFixZx3333MWzYMOx2O5dddhn/+te/WjzWokWLuOuuu3j88cdJS0ure8w8XZ/HHnuMV155BbPZTGZmJr/5zW+A2jGzzz33XLPVon/+858zd+5c/vKXv3DFFVf4/FgIIYQQQgSLo6oEe+lREoa2XGvEnDSAiiOr0I4alNEcgtYFl3Y6qMrdQPyAW9u8r44Y6LeGaimFUyl1FfBrYBDwMTARmKe1XhP01rVgzJgxuvF8mPv27eOiiy5qpxad53Q6GTVqFG+88UbdOMfG1qxZwxNPPMGqVWE//LjdlZeXEx8fT3FxMRdffDHr168nMzOT7OxstmzZEtSpeUJxjHAyefJknnjiCcaMGdNgebi8toQQQggRuSpPfE7em9eQedN/iOl5ZbPrlu17haKP7qLrnTuJSh4YohYGj61gO6dfu5i0a5cQP/B7bdpXyabHiUq5iKi0YShjFMbYdL8LSUUKpdRWrfUYT/f5Us34E2AmMA94HRgTDoFsONu7dy99+/Zl6tSpXgNZ4Z9p06YxYsQILr30Uh5++GEyMzMBSEtLY+rUqTT+UkO0zpQpUzhy5Ahmc+R/+ymEEEJEAq2d2K151JQex27NQ2tnezcpqNzFn6KaKf7kFpXUsabnsZ3+CgBLl4ktrNk8rZ3EdL+MM188yMkX+pK77FKqi3Z3+OeOJ75UMx7l+jXX9bOHUqoTkKO1lqoxHgwaNIgjR47U/b1r1y7mzJnTYB2LxVJXjTjQHn300SbjZ2+++WYWLlwY8GOFirdxsps3bw76sY8dO+bzuosXL24wxzDUVil+5plnAtyq4Pj888/buwlCCCHEBUNrJ9VFuyl4bxb20py6eUdbM11LpLAVbMOY0ANjTMsZb7VT0FBb0bhPsFsWfFWn1mFM6I7ZNc9sazkqCij84A7spTkA2EtzKHhvFlmz12KKywxEUyOGL2Nm/wGMAnZSW/hpiOv3FKXUD7XWH3vbUCl1DCgDHIBdaz1GKZUMLAOygWPALVrrEtf6vwTudq2/QGv9UWtOSmvtV5XfYBs6dKhfxYjaauHChREduEay+fPnM3/+/PZuRsD5WlFaCCGEEL5zVBTUBbJwYQQl1QXfNDslT30GSyeMcVkdoqKx1pqq018R3e3Stu/LUV33nHGzl+aAo7rN+440vnzlcwwYqbUeo7UeDYwEdgNXAn/2YfspWusR9fKcHwJWa637Aatdf6OUGgTcCgwGrgX+oZTyXjnJi+joaIqLi+XDtxABorWmuLiY6Ojo9m6KEEII0aHo6rILKihx2kqpKTlIVPpIn7fpKIWO7KVHcVhPE92l6cwl/lLGKEyNendNiT3BGNXmfUcaX3pmB2qt97j/0FrvVUqN1FofaWXv5wxgsuv3F4E1wC9cy5dqrW3AUaXUIeBiwK9SuN26dePkyZMUFha2pm1CCA+io6Pp1q1bezdDCCGE6DAqT36J03YOU2LPBgFtRw5Kqotqpxi0+BXMDsB64I2wy7z0V9Wp9QBEd239/LJuxth00qe/2SQ93Rib3uZ9Rxpfgtn9Sql/Aktdf88GDiilLLjmnm2GBj5WSmng31rrZ4EMrXUugNY6VynlftS7Al/X2/aka1kDSql7gXsBevTo0eSAZrOZXr16+XBaQgghhBBChIbWThwVBWhHNdpeQclXj2CMyyJ92hsUrLr5gghKbHXFn/wIZpMH4LSV4KwsjOjHper0egyWzphTBrd5X0oZiEodQubNn2E/dxSDKa5Dj7Nuji/B7Dzgx8BPqB0zuw74KbWB7JQWtp2otT7tClg/UUp928y6nr5qaZIr7AqIn4XaqXlaarwQQgghhBDtyVOhp9Srn8ecMgRjdGfSrn0RtMbUuU+HnmKlumAbxrgsTHFZPm9TVwSq5EBEB7O2U+uxdJkQsGurlAFzQncK/3MH2l5B19uDXxQ1HPkyNU+l1vpJrfVNWusbtdZPaK0rtNZOrXV5C9uedv0sAN6mNm04XymVBeD6WeBa/STQvd7m3YDT/p+SEEIIIYQQ4cNToaeij+8GZzVKGag6/RW5b0zBYIrpsIEs1PbM+tMrC7VpxgDVZyK3CJSjopCakv1Ed2l7inFjcX1nUF24g5pzRwO+70jQ4qtFKTVRKfWJUuqAUuqI++bDdnFKqQT378DV1BaOWgnMda02F3jX9ftK4FallEUp1QvoB2zy/5SEEEIIIYQIHy1VnzV37gdAzdlDIW9bqDhrKqg5s8/nSsZupsQeKGN0RFc0rnLNLxvdte3FnxqL7TMDgIrDKwO+70jgS5rx88CDwFZqp8zxVQbwtmugtgl4TWv9oVJqM7BcKXU3cBy4GUBrvUcptRzYC9iB+7TW/hxPCCGEEEKIsOOuPuut0JM5yRXMlhzAkjG6XdoYbNVFu0E7iUrzr2dWKQPmpH4RXdG46vRXKKMFS3rgr625cx/MqUOwHn6XTqMeCPj+w50vwew5rfUH/u5Ya30EGO5heTEw1cs2jwKP+nssIYQQQgghwpUxNp2077xC4Qd3eCz0ZOrUG1DUlBxs34YGUXXBN4B/lYzdzEkD6opHRSLbqXVEZY5FmSxB2X9cnxmc3fhHHBUFET2uuDV8Scr/XCn1uFJqvFJqlPsW9JYJIYQQQgjRAShloPzAClKu+Dvd7zpE1uy1DarPGkzRmBJ7dug0Y1vBNgzRKRgTure8ciPm5AHYS4+i7bYgtCy4nDVWbIXbgjJe1q021VhTcWRV0I4RrnzpmR3n+jmm3jINXBH45gghhBBCCNGxaEcN5bufB3slsdnXelzH3LkfNWc7Xs+se0qihMHziR94G7VhhH/zxZqT+oN2UnPuEFEBmNomVLR2Yi87RebMDzHGpqO1MygFvqLShmNKzMZ66F0ShtwV8P2HsxaDWa11S9PvCCGEEEIIIbyw5W9G15QT09PjSDsATEl9qdr3KlprXDVnIp6nKYnSp7/p95yo5uSBANSc2R8xwWygzt0XSili+8ygdOc/cdpKMVgSA7r/cOZLNeMMpdTzSqkPXH8PchVvEkIIIYQQwi9OpyavrIqckgryyqpwOnV7NynoKo+vBhTR3SZ7XcfcuR+6uhRnRYHXdSKNpymJCt6bhcPPc6yr9hxBFY0Dde6+ius7AxzVVBz7MCj7D1e+fC2wBPgI6OL6+wDwkyC1RwghhBBCdACeglanU7M7r5Txi9bR69HVjF+0jt15pR0+oK08/hlRGaMxRid5XaeuonEHGjfb0pREvjJExWOM7xZRFY21wxaQc/eVJWs8hpg0Kg6/2/LKHYgvwWyq1no54ATQWtvxb4oeIYQQQghxAfEUtO7KK+VUaSUzFm8mp6QSgJyS2r8LrJFX2MdXzuoybHkbienRfLmZ88Fsxxk3656SqL76UxL5Smsnadc8T8KwH2K35qG1M5DNDDi7NQ/72SMBOXdfKYOR2D7TqTj2YUQWymotX4JZq1IqhdrR2iilLgHOBbVVQgghhBAiYhVYbU2C1hsXb6bc5qhb5pZTUonNHt7BSVtUnVoLTjsxPbyPlwUwJfQAgzmieh9bYoxNJ336m3VBXeMpiXzhHnta9Mm95C67lNxll1JdtDusAlqtnditedSUHqf6zH4KP/4+JV//gbTrXmvTufsr/qI5pF39AjWlRyMi6A8EX6oZ/zewEuijlFoPpAHfDWqrhBBCCCFExLLZnR6DVovJQM+kmAb39UyKwWIKfIXXcFF5/DOUMRpL1vhm11MGE+ZOvTtUmrFSBrS9iuTLnsCcPACDpTPG2HS/CiB5G3uaNXstprjMYDXdZ54KPaVe/RzG+K6YO/Uma/ba2tRiY5Tf5+5vOwxRCRR9NC/oBafCSYtnprX+BrgcmAD8ABistd4Z7IYJIYQQQojI5A5a6+uZFENCtJF354+tu69nUgzvzh9LepylPZoZEpXHV2PpOgmDKbrFdc1J/agp6ThpxgDWA29Q8MHtmBK6Y4rL9DuwCtS422DxFGwXfXwPBnM8ShkwxWViSuzRqnNvazuCWXAqXPhSzfhmIEZrvQe4EVimlBoV7IYJIYQQQojIlB5n4cVbRzYJWlNiLAzJTGTZnNGs+dEE1t8/kSGZiRgMHWMqmsbs1jxqive0OF7WzdS5H/azhztUemjlsQ+J7noZBnNcq7YP1LjbYAmXYDtc2hFqvnw98LDWukwpNQm4BngR+GdwmyWEEEIIISLVibOV/OL9vay4cwxHF05lw4JJdUGrwaAoLK9m8j+/4kChtcMGsgBVJz4DaHG8rJs5qR/aUYWj7GQwmxUyNeeOUVOyn9jsa1u9j0CMuw2mcAm2w6UdoeZLMOuuXHw98E+t9btAx35UhBBCCCFEqy3bcZqNx8+SHBtFz6RYMhOiGwStE7KTUArWHj3Tjq0Mvsrjn2GITiYqbbhP69fNp9pBKhpXHvsIgJjsa1q9D6UMRKUOIWv2Wrre8Q3Jlz2BITopbMaBGmPTSbtmSbsH2+Ee9AeLLwWgTiml/g1cCfxJKWXBtyBYCCGEEEJcgJZuO8W4Hp3plRLr8f6k2CiGZCawvgMHs1prKo9/Rkz3KT4HXuakvgDUlBz0uTc3nFXmfIgpsRfmpP5t2o977Gm17SwFq24mZeo/MQ+9O0CtbBtdY+XM+odJ+87LmOK6BL3Qkzf1g357aQ7OGmuHL/4EvgWltwAfAddqrc8CycDPgtkoIYQQQggRmb4tKGP76VJuHdm12fUm9Urhq5wz2B0dZ3xofTUlB3CUnyTaj6DUGNcFZYrtEEWgnPYqKo9/Tkz2NSgVmFRyc9IAjPFdqTq+OiD7CwTroXewnV4HmpAUemqOO+i37l9GwcqZ0IHGXnvjyyOdBbyvtT6olJoM3AxsCmajhBBCCCFEZFq67TRKwc3DujS73qReyZTbHOzMLQ1Ry0Lr/HhZ34o/ASilaisad4DpeWyn1qHtFcS2IcW4MaUUMd2voPLE52FTJMv67VJMib2wZI1r76bUsWSMRtsrqDmzr72bEnS+BLNvAg6lVF/geaAX8FpQWyWEEEIIISKO1ppl208xuXcKXTo1PxXNpF7JAKzroKnGlcdX16bYdurt13bmzn07xJjZimMfoYwWortPDuh+Y3pcgbOqmOrCHQHdb2s4rPlUnlhN3MDZAet9DgRL5lgAbHlb2rklwedLMOvUWtuBmcBftdYPUttbK4QQQgghRJ3tp0vZX2hldgspxgDdO8fQMymmwwWzWjuxW/PoNOonpF27xO8eRFNSP+znjqIdNUFqYWi0dUoeb6JdPd2Vxz8L6H5bo/zAG6CdxA+4tb2b0oCpc18MUZ2w5UswC1CjlLoNuBNY5VpmDl6ThBBCCCFEJFq67RQmg2LWUN/6PSb1Smbd0TNorYPcstDQ2kl10W5yl11K7htXUPjhnVQX7fYroDV37gfagb30aBBbGlw1545SU7K/TVWMvTHFZWFOGURVGASz1m9fJyptOFEpg9q7KQ0oZSAqcwy2vM3Nruf+4qWm9Dh2a17YpG77w5dgdj4wHnhUa31UKdULeCW4zRJCCCGEEJHE6dQs236aawakkRLn2yyOk3olk1dm43BxRZBbFxqOigIK3puFvTQHAHtpDgXvzcJRUeDzPuqm54ngIlCBmJKnOTHdp1J1eh1Oe1VQ9u+LmrOHsOVvJn7gbe3WhuZYMsZQXbQLp73S4/31v3g5+UJfcpdd6vcXL+GgxWBWa71Xa71Aa/266++jWuvHgt80IYQQQggRKTbklHD8bCWzR7ScYuw2qVcK0HHGzWpHdV0g62YvzQFHtc/7MCdF/lyzFccCMyWPNzE9rkDbK7Hlfh2U/fui/NulgCKu/y3t1obmWDLGgHZQXeB5bHEgvngJBy0Gs0qpfkqpFUqpvUqpI+5bKBonhBBCCCEiw9Ltp4g2GZgxONPnbS5Kjyc51txhgllljMKU2LPBMlNiTzD61lMNYIxJwRCdHLE9s057FVUn1hDT69qgFUWK7nYZKCOV7TRFj9Ya6/7Xie52GaaEbu3ShpbUFYHK95xqHIgvXsKBL2nGi4F/AnZgCvAS8HIwGyWEEEIIISKD06nJLa1i9ogufPj9S4iLMvq8rcGgmJidzLqjxUFsYegYY9NJn/ZGXUBrSuxJ+vQ3Mcam+7Ufc+fInJ5Hayf20hwyblxJ4vAfBS1l1RCVgCVrXLuNm60u2EZNycGwTTEGMMV3wRjf1eu42UB88RIOfAlmY7TWqwGltc7RWj8C+D5hlhBCCCGE6JCcTs3uvFIm/H0dlz3zFXOXbmN3XilOp+8FnSb1SuZAoZWCMlsQWxoaShlw2EpJvuwJus7dTdbstUSlDkEpXz5yn2dO6htxPbPuMZj570wjb8WV5L8zPahjMGO6X4GtYCuOqpI27cefIkjudVEG0qevIKbvrDYdO9gsGaO9VjS2W/NJvfLfbf7ipb358sqqUrWvwINKqfuVUjcBkXWWQgghhBAi4AqsNmYs3kxOSW2RmZySSmYs3kyB1ffAtG6+2WMdI9XYdmI1Be/fiim+G6a4TL8DWQBT5344yk/irImcwlihHoMZ02MqaCdVJ79o9T78KYJUf93Tr13MmS/+B0dZTlgXTLJkjMV+9hCOqqavrfLdz1Py9aNk3fIF3e861OovXtqbL639CRALLABGA3OAuUFskxBCCCFExHE6NXllVeSUVJBXVuVX72SkstmddYGsW05JJTa77x/wR3frTLTJ0GHGzdrytxKVMgiDObbV+3AXgbJHUKpxqMdgWjIvRpnj2zTfrD8BeCQWTLJkjgFqn5P1aUcN1oMrMMVnYorvgimxR6u/eGlvvlQz3qy1LgdKgQVa65la6/YrHSaEEEIIEWbc6bbjF62j16OrGb9ond/ptpHIYjLQMymmwbKeSTFYTL5/KI4yGRjXI4l1RyJ/3KzWujaYzRjTpv2YO/cFIquisTKYQjoGUxnNRHe7jKoTrS8C5U8AHokFk6LSRwNQ3SjVuPL4Jzgri8J6zK+vfKlmPEYptQvYCexSSu1QSo0OftOEEEIIISJDINJtI1F6nIU37hxTF9D2TIrh3fljSY+z+LWfSb2T2Xa6lHKbPRjNDBl76TGcVcW106K0QSTONWs99G7Ix2DGDbiVpIl/pObskRbHu3qibed8DsAjsWCSMboz5qT+TYpAlX+7FEN0MjE9r26nlgWOyYd1XgB+rLVeC6CUmkRtheNhwWyYEEIIIUSk8JZu6049ttmdWEwG0uMsGAzBma6kPRgMih255/jLDYMZ0bUTMebWneN1A9MZ1bUTp85V0inGHLGPk7vYjiWjbf0+yhxLxg3vYIzLxG7Nwxib3i4poFo7cVQUoB3VKGOU13ZUF+3mzJf/Q6eLf03W7LW1vZXNrB+otkUlD6Bg1S3YS3Pqgmdv4z4bnIvBTNm+16g8/Dap1yym6KP55/cxbbnHANxgSSb1quco+uSeBscL94JJURljqDr+GVprlFI4q8upOLyS+ItuR4VxIO4rX4LZMncgC6C1XqeUKgtim4QQQgghIoo73bZ+QDtjcAanS23c/NIWckoq63oth2QmRmSg5s3bO/M4VlLB7p9NadX2Tqcmxmzkv1fuifjHqTp/KxijiEod0up9uAsNFa95wKcgLVjc7XCPE/XWDq2dFH32XxiiOtFp+L0YY1JD0j5HRUFdIAvnx7BmzV6LKa7hXMeeziX1yn9jMEVjybyErNlr0fZKqot2U7bvNVLTRzY5XvneFynf+yIZN76HwRQb9GA9UCyZY7F++xqO8lOYErpRcWQl2l7RIVKMwbcCUJuUUv9WSk1WSl2ulPoHsEYpNUopNaqljZVSRqXUNqXUKtffyUqpT5RSB10/k+qt+0ul1CGl1H6l1DWtPy0hhBBCiNCJMRp4/pbhDdJtH58+qC6QhY6Zeqy15uvjJVzSM7nV+yiw2rhpScdI0bblbcGSOrxNPV7hUmjI13aU73kR2+n1JF/6WMgCWfBvDKuncyn69AfE9Z+FwWjCFJeJuVMv7GcPUrbtb1Qc+7jB9s6aCs5u/AMYTJiTBkRUwSRLxlgAbPm1qcbl3y7DmNAdS5cJ7dmsgPGlZ3aE6+dvGy2fAGhannP2AWAfkOj6+yFgtdb6MaXUQ66/f6GUGgTcCgwGugCfKqX6a60dPrRRCCGEEKLdvLrtNC9vPcGnPxiPyaiwmAwBqfQb7g4WWTlTUcMlPTu3eh8d5XHSTge2gm+IHzSnbfsJk0JD3tqha6znU3btlRhi04gf8n3iB90Z0va5x7DWb6O3May+PqaJw++jdOf/48yXPyWmxzcoQ22oVLr9GRzWXNKvew2lIitbICptGBhM2PK2EN1lEpU5H9Np9IMREYj7wpdqxlOauTUbyCqlugHXA8/VWzwDeNH1+4vAjfWWL9Va27TWR4FDwMV+no8QQgghRMgt2XycKruT3imx9EyKJTMhOiCVfsPdhmMlAIxvQ89sR3mcakr2o2vK2z5eNkwKDXlrR03ZSWx5m2vnZl08gDNrHiRx2D3U9nGFjjE2nfTpb/pUcMrXx1SZLCRf9idqznxL2c5nAXBUlXBuy+PE9LqO6K4Tg3Q2wWMwRROVOgxb/hasB1eAdnSYFGPwLc24Lf4K/Byo/9VahtY6F8D10/2M6wqcqLfeSdeyBpRS9yqltiilthQWFgal0UIIIYQQvtp5upQtJ88xb2z3Br026XEW3p0/tkHq8TutqPQbzjbklNAp2sRF6fGt3oenx6k1FZHb2/niT22rZOxPkBZMxth00qetaNiOaW9gMMVQ+MEdDdOPV90S8jRopQxEpQ4ha/Zauty2geTJf8WcfJHHHkdjbDrp1y/z6TGN7T2d6O5TsB5Zhb3sJPbS46Re9f9IvvTPQT+nYLFkjMGWv5Xyfa9hThlMVOrQ9m5SwPiSZtwqSqlpQIHWeqtSarIvm3hY1uQrHq31s8CzAGPGjOnYk7cJIYQQIuwt3nwcs1Fx+6iG38EbDIohmYlsWDCJM9Ya9heWY1Iq4ooaNefrnBLG9Uhq0znVf5yOnanEWm2P0OJP36DM8ZiTBrRpP/WDNEdFAfZzR9ul0JBSBhy2EpIvewJzykUYohIxxqa7Arz2T4N2t9EUl4ktdwMFq2aTOfNDYno0TRxVykDlqXUkX/YkUWnDUKZor4+pUoqUKX/HUX6S3DemNCh+pbUzItNzY7KvJabnVRiikzCY4yP2PDwJ5llMBG5QSh0DlgJXKKVeAfKVUlkArp/ur3FOAt3rbd8NOB3E9gkhhBBCtEm13cmr35xixuBMUj30JBoMisyEaDISLNz80haW7eg4H23Kquzszivlkp5JLa/cAvfj9O6ePL7z/zZSURN5JVNs+VuwpI9CGYxt3pc7SFNGCwWrbsZ6YEUAWui/qmMfUvjBHZgTetYVPAqXNOj6YrKvRZnjsB580+P9Wjsp3foXyvcuwdwpu8XiTQZLIkWf/qDdi3AFgtZOTAldOfPlT8lbcSUF78+mumi333PyhqsWg1mlVKxS6mGl1P9z/d3P1evaLK31L7XW3bTW2dQWdvpMa30HsBKY61ptLvCu6/eVwK1KKYtSqhfQD9jk9xkJIYQQQoTIqn35FFmrmTe2e7PrpcRFMSE7mff35YeoZcG36UQJTk1Aglm3K/qmYndq1h4pDtg+Q0E7qqku3IEls20pxo1FJQ/AnDrEa5AWbFWn1hOVMRplOv9FTbikQddnMMUQ2+s6rIfeQTubfhFSdWodDutp4gbM9ml/4VKEKxC8TWEUiYG5J770zC4GbMB4198ngT+04ZiPAVcppQ4CV7n+Rmu9B1gO7AU+BO6TSsZCCCGECGdLNp2gS2I0V/dPa3Hd6y/KYNupUk6dq2xx3UiwIae2+NO4Hp0Dts+J2UlEGQ18diiygtnq4j1oh42o9BZnrfRbXL9Z2E5/hb08tL36TnsltoJviG40hUv9NOjudx0ia/bakM+B60lcv5k4KwupOrW2yX3W/ctQplhie7fYHweETxGuQOhIgbknvjzr+mit/wzUAGitK/E8vtUrrfUarfU01+/FWuupWut+rp9n6q33qNa6j9Z6gNb6A3+OIYQQQggRSqfPVfGfb/O5c0w3TMaWP1JNG5QBwPv7OkaPyMacEi5KjycpNnAf8GOjTEzITuKzQ5FV5NOW5yr+FOCeWagN0kBTceidgO+7Oba8LeCsaRLMwvk06HCabzUm+zsoU2yTXmztqMF68C1ie0/DYI7zaV/h2PvcWh0pMPfEl2detVIqBlcxJqVUH2p7aoUQQgghLlgvbz2JU9NiirHboIx4spNieH9v5Kcaa635OqeES7IDl2LsdkW/VLafLqXYGjk9R7b8LRiiUzAl9gr4vqOSL8KcMijkqca2018BYMka38Ka4cFgjiW213eoaJRqXHl8Nc6qYp9TjCF8e59boyMF5p74ckV+S23ab3el1KvAamqn2xFCCCGEuOA4nZq80iou7Z3MJz+4hL4pvvX2KKWYNjiTTw8WUhmBBY7qO1hkpbiihvEBHC/rdkXfVLSGzw8VBXzfwVKdvwVLxugGUzMFUlzfmVSdWofdmheU/XtSdforzMkDMcakhOyYbRXbbyaOinyqTq+vW2Y9sByDpTOxPa/2a1/h2PvcGh0pMPekxbPQWn8CzATmAa8DY7TWa4LbLCGEEEKI8ON0anbnlTL+7+uY9PR67lm+g915pTidvs0WOO2idCprnBEVqHmy4VjteNlLegQ+mB3bvTPxFiOrI+QxctZUUF28F0vG6KAdI67/LEKZaqy1E1vuBiweUozDWWz2d1CmGCoOvgXUjvu1Hn6X2L43NihidaHpKIG5J76eSTRQApQCg5RSlwWvSUIIIYQQ4anAamPG4s3klNQWccopqWTG4s0UWH0bgXV5nxTiooy8F+GpxhtySkiMNjEoIyHg+zYbDVzeO4XPDkZGMFtduAO0g6iMwI+XdYtKGYw5eSBWV5AWbDXFe3HaznocLxvODFHxxGRfg/XQ22jtpPLoB+jqMuL739LeTRNB4svUPH8C1gMLgZ+5bj8NcruEEEIIIcKOze6sC2Tdckoqsdl9m7PRYjJydf803t+bj9a+9eaGo69zShjXozMGQ3DSaq/ol8rBIisnzoZ/5WdbfvCKP9UX128mVae+DMmUKlWnNwBEXDALtdWfHdZcbKe/ovzAcgyx6UR3n9zezRJB4kvP7I3AAK319Vrr6a7bDUFulxBCCCHCnNOpySurIqekgryyKp9TbSOZxWSgZ1JMg2U9k2KwmHxP27t+UAYnz1WxM7c00M0LibIqO7vzSrmkZ3LQjnFF31SAkPfOau3Ebs2jpvQ4dmseWjf/JYXWTqLSR5J18+eAanH9tojrNwu0E2sIUo1tuV9hjM3A1KlP0I8VaLG9rsPSZRKgSBx+HxnTV0AHSqsVDflyZY8A5mA3RAghhBCRo27s6KJ19Hp0NeMXrfNr7GikSo+zsPSO0XUBbc+kGN6dP5b0ON/H4103sLaK6KoITTXefOIsTk1Qij+5Dc1MJDUuis9COG5WayfVRbvJXXYpJ1/oS+6yS6ku2u01QHWvX/TRfHLfmNLi+m1lThmCOalfm1ONfQnYq059haXL+KAVtAomZY4jeeL/UvjRPPJWTKXwgzlBvS6iffkSzFYA25VS/1ZKLXLfgt0wIYQQQoSvto4djVQGg+LNnaf5x8yhHF04lQ0LJjEkM9GvdNvMxGjGdu8csfPNbsg5A8C4Hp2DdgyDQXFF31RWHywKWTq2o6KAgvdmYS/NAcBemkPBe7O8pvX6u35bKaVIGLGAxOE/oubcUZ96jhvzJWC3l5/GXnqU6C4TA30KIeGoKKDwo3khuy6ifZl8WGel6yaEEEIIAbR97GiksjucPLvxOOdsdr5zUUar9/P9S3qQEhvFkWIrsVFG0uMsQRt/2hynU1NgtWGzO7GYDM22w73u1f3TGN2tM52ig5u4d0W/VJbvOM3+wnIGpge+0FRj2lFdFwC52UtzwOF5vlttr/Rr/Ta3TzuJzhpLwarZ2Etz6uYL9WeaFW8BeNbstZjiMoHz88tG4nhZ8P86isjWYjCrtX4xFA0RQgghRORwjx2tH9D6O3Y0Em05eY7SKjtX9ktr9T6cTs2orp2Y9eIWckoq61KV/e3hbSt3qri7h725dvizbqBMdY2bXX2wKCTBrDJGYUrs2SAQMiX2BGNUk3UdVWeoOXvI5/UDwVFRUBfIgudAtCW+BHpVpzegTDFEpY0IWNtDyZ/rKCKf1/84Sqnlrp+7lFI7G99C10QhhBBChJt4s4nnbhneYOzoC7NHUFXjaOeWBdenBwtRCqb0TWn1PgqstrpAFtovRdufVPH2SCvvnRJLj84xIZuT1xibTvr1S2sDH2oDoNQr/4318KoGqc6OqhLy3voOZzc+2mT99OlvYoxND0r7AtHj6A706msc6FWdXo8l82KUMTJL5hhj00mf/mbIrotoX831zD7g+jktFA0RQgghROT46EABT6w5zEf3XoLFZEBr+OGKHcRFGfnrjUNxat1i2mokWn2giJFdOpHqR8GnxsIlRdtbO85W1pAWG0VhRXVt+rHRwLkqe8jbrJTi7nHdGdGlEzklFUF/PilloOLEFyRf/heiUoeiTNGU7nqBc18/gq6xEj9wNtpeRc3ZQyhTDJ3H/qK2kvHstbUBpTEKY2y6zym/frcvAD2OtvytpF75b4o+/UFdqnLq1c+jzLU9387qcqoLd9B57M8D3v5QUcpAVOqQkF0X0b68BrNa61zXzxxv6wghhBDiwvTennwOFFrpnRyLyVj7IfFP0wZRbK3msmfWt2v6bLBYbXa+yjnDTy7t3ab9hEuKtrd25JZWUVBezdzXt9Vdxw+/f0nI2+x0aq4ZkM7sl7eG5PmknQ7KvnkKS9eJZFy/FICkcQ9hMMdhSRtK7rJLz49Vvf51otJHoZTB5xTftnL3OLrHvPrb4+iw5lP00V3E9JtZF+g57ZUUfXwPxvgs0q9fii1vE2gHlggdL+sWyusi2ldzacZlSqnSej9L6/8dykYKIYQQInw4nJr39+Vz/UXpdYEsQEaChbuX72j39NlgWXv0DDUOzZX9Wz9eFmqn93l3/tg2Te8TCOlxFpbOaTjN0Dvzx5IeH10XyELtdXzo/b28NS+0bS6w2uoCWXc7gvl8qjr1JY6KfOL731y3TCkD8QNn1/Vkgmus6vu3hbw6bv0exy63fU3y5KcwJ1/kc49j8ZoHcdqtdB71AKa4TEyJPYhKHkBc/+9ScegdSne9gCGqE5nf/ZSo1CEylY2ICM31zAZ/pL0QQgghIs6GnDMUV9QwbVDDno9wSZ8Nlk8PFmIxGZjUK7lN+zEYFEMyE9mwYBInzlZSWF7N4IyEkPdeGwyK93bn8fRNQxmSlVCXxnviXGWT6/junnyemTmUDQsm+VT5OBAC9XzS2omjogDtqEY1k3JqPbACZY4jJvs7DbcPo+q47h5H2+n1FLx/G5nfXU1Mt0tb3M56eCXWgytImvA7opIHNrgvceQCHNVWojr3puA/t7a6UrIQ7aHZZ6dSyqCU2h2qxgghhBAi/K3ck4/ZqLhmQMMeSnfaan0dqcLx6oNFTOiZRIzZ2OZ9GQyKzIRoduWWMe35TezKKwtAC/3jcGr+9XUOK3aepmdSLJkJ0RgMyut1dLe5/rrB5O/zyenU5JVVkVNSQV5ZFU6n9mleVQDttGM99Daxva7HYI5tcJ8vRZNCLabn1WCMovLo+17X0dqJ3ZpHzbljKGUibsBtdBr90ybrKaVIHDK/ae+zzM0qIkCz/1107St9h1KqR4jaI4QQQogwt2pvPpP7pNAppmG1U0/ps2/NC336bDAUlNnYcbqUqW1MMW7s+osyUAre25sf0P36Ytupc5ypqGmSNh1OadC+tsM9ddD4Revo9ehqxi9ax+68Uq/zqjYO0qpOrMFZWURc/+822Xc4Vsc1RCUQ0/VyKo685/H+BkH84v4Ur3mATqMeAIPnL2K0syZsep+F8EeL88wCWcAepdQmwOpeqLW+IWitEkIIIURYOlBYzrcF5fxoQnaT++qnz1ptDnbmlrIx5wwju3YKfUMD7DPX9DBX9ksN6H4zEiyM65HEe3vyePiq/gHdd0s+OVAI0GTO3PrXMVQpxZ7Ub0fOmUpKKmu8pmN7mzpo3339fArSyg+8gTLHE5N9bZN9h2t13Ng+0yj+/AGqz+wnKnlAg/s8BvHvz/Y6J63MzSoilS+vwt9ROz3P74En692EEEIIcYF5b09tD+L0QRke73enovZJjePFLSf47UcHOsTcs58eLKJTtInR3ToHfN/TB2Ww5eQ5Tp2rbHnlAPr0QCHDuySSkdC0pzPUKcXeuNvxzalzXPfcRq/p2N7G1zqUucUUYe2ooeLQO8T2mY7BFO1x/+6xqqbEHpjiMts9kAWI7XU9ABVHVjW5z99xvuHY+yyEL1p8JWqtv/B0C0XjhBBCCBFeVu3NZ1hWItnJsS2ue9/EXhRaq1m+43QIWhY8Wms+PVDIFX1TMQYhqLthcG1P2aoQphpbbXbWHytp0isbrm4enoXJoHj1m1Me7/c2vrbSlNwkSEu79qUGQVrl8dU4bSUNqhhHAlNiD6JSh1HhYdysv+N86/c+d7/rEFmz10rxJxERmpuaZ53rp0zNI4QQQgiKrdWsO3aGaV56ZRu7sl8qA9PjeXrdUbTWQW5d8BwuruD42UqmBinwG5QRT6/k2JAGs18eKaba4eSq/oFNmw6W1DgL1w5IZ+n2UzidTZ9L6XEWXvneyCbja5NjLA2CtLTvvMKZL39G1Yk1ddtaD67AENWJmB5XhehsAie2zzRsp7/CUVnUYLmydCb1quf86mkNx95nIVrS3NQ8k1w/ZYoeIYQQQvDBtwU4nJobBvsWzCqluG9iNv/19m42Hj/LJT2TgtzC4PjUPbY0SIGfUorpgzP494YcrDY7cRZfSpq0zScHi7CYDFzaOyXoxwqU20Z1ZdW+fL48Uszkvg2vxbGSCn6+ai9L7xhNZqKl0ThfVTdO1BCbhtN2lsJP7qXbHd+gjBYqDr1LbJ8bUKbIK1QW23s6Zzf+kYqjH5AwaE7d8rLtT1Nx6B0ybny/NnU6TMb5ChFoPj+jlVLpSqke7lswGyWEEEKI8LNqbz6ZCRbG+DFu9M7R3UmwmHhm/dHgNSxI3FO9jO7emVV3X0wfH1KrW+uGQZnY7E4+OVgYtGPU9+mBQi7tlRyQaYZC5YZBGcRFGXl1W9NU4z9/fpitJ0vp3jmm2XG+BlMMqVe/gKP8JGe3P0NN6VHSb3iTTmN/1mS6nkgQlT4SY1xWg3Gzjspizm36E4aYVKKS+0tPq+jQWnxWK6VuUEodBI4CXwDHgA+C3C4hhBBChAmnU5NbWsV9E7NZMXeMX9smRJuYN7Y7y3ecJq+0Kkgt9J2nuUi9reee6mXc39Zy31u72JNf5nX9trq0dzKdok2s3NP2VOOWzjG3tIrdeWVNpuQJd3EWEzcNyeTNnbnY7OeLip06V8mSzSeYf3F3unTyXMCpvuisi0m+/ClissaR/8508lZcSf470z3OPxvulDIQ2+t6KnM+QdttAJzd+EecNWUkT/pjO7dOiODz5Sua/wUuAQ5orXsBU4H1QW2VEEIIIcKCO6ib8Pd1XP6Pr7j91W/YnVfqV1B338RsahyaZ78+HsSWtszbXKROp24SABaUe57qpcBqC0rbzEYD3xmYzvt783G0IWBu7hzd3FPyXBVhwSzAbSO7crayhg++PT9P7JNfHMGhNT+f3Nfn/cT1vZGiT3/Q4vyzkSC2zzR0TTmVJ7+g5uxhSnf+i4TB84lKGdTeTRMi6HwJZmu01sWAQSll0Fp/DowIbrOEEEIIEQ68zd/pT1DXPy2eBZOyGd0tkWNnmu8RDSZv53LyXAW7GgWApTa7x6lebPbg9dxNH5xJobWaTcdLWr0PX67XpwcKSYuLYnhWYpvbHGpX9U8jLS6K111VjYusNp7dkMP3RnalV4rvaeDaWePX1DXhLLr7FCxdLsUQlYjTVkL69UvpPOF37d0sIULClwoDZ5VS8cCXwKtKqQLAHtxmCSGEECIceJu/05+gzunU3DG6Oze/tIWcksq6SrNDMhNDOn+pt3OpsmtubBQAHiqy0jMppsH6PZNisJiCN+7w2gFpGA2KlXvzGZ+d3Kp9WG2OZq+X1ppPDxZxZf+0dps7ti1MRgO3jOjC8xuPU1pVw1+/PEql3cFDV/jeKwvnp66pH9A2N3VNOFNGC8kTf0fhh3Owl+acr1wckyrjZEWH58szfAZQATwIfAgcBqYHs1FCCCGECA/e5u/0J6grsNrqAlkIfsquN97OxaBoEgD+7ycHeGve2CZTvaTHBa/ibVJsFPeO687k3iktjumFhmNjT5+r4rmvj7E7r6zZ67U7r4y8MhtX9ouMKXk8+d7IrgzvksiR4gquGZDG5z+cwIC0eL/2YYxNbzL/bEtT14QrR0UBhR/N7xAp00L4q8WeWa211fWrE3gxuM0RQgghwpfTqSmw2rDZnY2m/ui40uMsvHr7KG5/9ZsGvar+BHWB6N0NhLTYKBbfOoL5S7c3OJf4KFOTXti8MhvdOlvYsGBSyK6306mZM6YHt72ytcUebPfYWHdKcc+kGJ67ZTgHC8t5a95YZi45v/yF2SMoqagmMyGaj/dH7nhZt4u7d+b/rruIm+qdo789/UoZ6uafxVEd0VPXaEd1h0mZFsJfQZvITCkVTW1qssV1nBVa698qpZKBZUA2tZWRb9Fal7i2+SVwN+AAFmitPwpW+4QQQgh/eAoe2iNVNtSUgsc/P8Ti2SPolRLbqqDO3SMaypRdTzafPMcv39/Hu/MvplOMqe5cAN6dP7bJtU2JCe2XFQVWW10gC+d7sDcsmERmQnSTdRuPjb1n+Q42LJhEetz5IFxrePDd3ZTa7Pxr1jAu7Z3Mf+4ZR5fElqv+hqvCimrmL9vu0+PUHKUMdfPPRrKOlDIthL+COSu3DbhCa12ulDID65RSHwAzgdVa68eUUg8BDwG/UEoNAm4FBgNdgE+VUv211g5vBxBCCCFCxVthHX8/QEeaLSfO8e6efGYMyWJy39alpqbHWZoEi+8EOWXXkxe3nGBnbinZyTEkRpsb3DckMzGkvbCe+NOD3dy6BoNq8Jz8x6xh7C8s5+pnv+4QX8SES09/uHCnTBe8N6vhmNkITJkWwl9eg1ml1Gqt9VSl1J+01r/wd8daaw2Uu/40u26a2jG4k13LXwTWAL9wLV+qtbYBR5VSh4CLgQ3+HlsIIYQItAv1A/QbO09jMihmDM5o9T4MBlUXLJ6trGFffjlFVltIA6mqGgfLtp9m5tCsJoGsu43t/aWEPz3Y/qyrFHWp1RD5X8SES09/uOhIKdNC+Ku5Z3mWUupy4Aal1Eil1Kj6N192rpQyKqW2AwXAJ1rrjUCG1joXwPXT/bVRV+BEvc1PupY13ue9SqktSqkthYWFvjRDCCGEaDNvxYNMBtVgftL2mHImWLTWvLkzlyv7pZIU27aURXew2C81ngXv7ObJNUcC1ErfvLc3n7OVNdw5pntIj+sPdw+2L0WnUmNqx//6sm5H+yLGn8fpQuFOmTYl9sAUlymBrLhgNJdm/BtqU4C7AX9pdJ8Grmhp564U4RFKqc7A20qpIc2s7unr2SafCLTWzwLPAowZM6bjfGIQQggR1mw1Dp67ZTj3LN9Rl6q5bM4oDhdXMPf1bR0ifbOxb06d4+iZChZe2S9g+zQaFPPHdufR1Qc5XlJBjyTf5wZtixc3n6Brp2iuaGWqdCjU78HOL7NxpLiCpBizx+fSZ4eL+O1H+1l518UkRpuaTY3uaD2Z9R+nC6kYmxCiKa/vYlrrFVrr7wB/1lpPaXRrMZBttK+z1KYTXwvkK6WyAFw/3XXDTwL1vy7tBpz25zhCCCFEsPxzw3F+8+G3fPHjCRxdOJUNCyaRlRhdF8hC+005Eyxv7MjFZFDcOCSwRXLuurgHAIs3n2hhzcDIK63iowOF3DG6G8YwD3jcPdhpcRZmv7yVp9Ye9bje0+uOcfRMBf3T4uiZFEtmQrTXYK4j9mS6H6eWzl0I0bG1+JWc1vp/lVI3KKWecN2m+bJjpVSaq0cWpVQMcCXwLbASmOtabS7wruv3lcCtSimLUqoX0A/Y5NfZCCGEEEFQ43Dy4pYTpMVb6JEUW/cB2qmbzk8ayemb9dWmGJ/mir6pJLcxxbix7ORYruqXxgubjuMIQFp2/flWPaV6v/rNKRxOzdwx3dp8rFDp0imaWcOyWLzpOFabvcF9R4qtvP9tPt+/pCcWk7HFfdXvyXR/EdNRsgeEEBe2FoNZpdT/AQ8Ae123B1zLWpIFfK6U2glspnbM7CrgMeAqpdRB4CrX32it9wDLXcf4ELhPKhkLIYQIB+/vyye/zMbdrh5FN2/jaCM1fbO+7adLOVxcwXeHZwVl/3eP68GJs1V8cqBt9S/cUyaNX7SOXo+uZvyidezOK60LaLXWvLT1BON6dGZgekIgmh4y90/sxbkqO698c7LB8n98dQyDUvxwfE+f9yU9mUKIjsiX/7bXA1dprV/QWr9Abarw9S1tpLXeqbUeqbUeprUeorX+vWt5sdZ6qta6n+vnmXrbPKq17qO1HqC1/qC1JyWEEEIE0vMbj5OVaOE7AxtOdeEpffPNuWMiOn3T7Y0dpzEGIcXY7YbBGaTGRfH8xuNt2o+3KZPcqd7bT5eyK7csrAs/eTMhO4kRXRJ5et0xaieJAKvNzgubTjBzSCZdO8W0sAchhOjYfJ1ntjPgDjo7BacpQgghRPg5ebaSD74t4BdX9MVkbPgdcP30zcoaB7tyy3h/bz6junVun8YGiNaaFTtzmdInhdQgBeYWk5E5o7vx93VHKSizkZ7Q8nGcTk2B1YbN7iTKaGB/QTmxUUaPqd7u1GOAt+eN5fLeyUE5j2BSSnH/pF7cs3wHaw4XM6VvKq9uO8XZyhrun9SrvZsnhBDtzpee2f8DtimlliilXgS2An8MbrOEEEKI8LB48wmcmiYpxm7u9M1eyXF8vL+QR1cfIr8ssgtA7cwt5VCRle8O7xLU49wzrgeju3Xi5LnKFqc2apxOPOHv63BoTUW1o0mq94zBGZwutTF+0TpGP/UlP3l3N8fPVkbktEm3jexKSqyZZ9YfRWvNM+uPMrxLIpN6RV5wLoQQgeZLAajXgUuAt1y38VrrpcFumBBCiPDUUrGdjsTp1Lyw6ThT+6XSOyWuxfUXXNqLaoeTf204FvzGBdGKnbkYFNw4ODgpxm4D0uL50/WDmPXiFo/jXevzlE58z/IdDMqMb5Lq/fj0Qdz80pYOUWU6xmzkkasHcMeobuzLL+eRqwfwyNX9UUrGvAohhE9pxlrrXGqrDQshhLiAuXvH3EFFR5tXtbHVh4rIKank/667yKf1+6fFc/1F6fzzq2M8dEVfnyrNtpf6KbvueToBCsptfGdgOlP6pJIaF9gqxo0VWG3MXdp0aqMNCyaRmRDdYF2b3ekxnbiyxtlkzlFv60ZilWmnUzOhVzIzl5x/zb0zfyxOp+6QrzkhhPBH5JdbFEIIETItFdvpaJ7feJzkWLNfRZAeuLQ3BeXVLN0WHlOle+pJ91QB+GBROTtzSxn/93VMeno9dy/f7rWXNFD8CTqbqxzduFJvR6oyXWC11QWyUPv43NiBX3NCCOGPyHtXF0IIERKNg6CcM1ZOnq3qMD1ezXE6NSfOVvLjCdmsuvtiooy+/7uc2i+VwRkJ/G3tkboKtO3FU9C6+cRZduaWNvlS4nBxBTctCe0XFf4EnakxUSyePaJBOvG788d6rBztqcq0t3XDXUfqZRZCiEBrNs1YKWUAdmqth4SoPUIIIcKAp3Ti524ZDtQGBvU/XEdqj5c3bU2lVkrxwGW9uPeNnXx5pJjL+6SGoNWeeepJv/WVrfznnnFNAqS4KFPIgyZ30Nn4sfYUdK47doZf/mcf7919MQkWU11qtKdrUr/KdP006khMy3UH/B35NSeEEK3V7Duh1toJ7FBKeS7hKIQQokPyWmwnI6FJj9fb8yKzx8ubQKRS3z6qG1f1SwVUuxbK8tarFxtlbNIjaq22hzw1t37Q+dV/TeKfs4YyOCPBY9D58jcn2ZtfTu/k2Lp04uaC08apx5EYyELH6mUWQohA86UAVBawRym1CbC6F2qtbwhaq4QQQrQrb0FQteN8sZ1ym51duWXszC1lRNeOMwV5INI6LUYDj1wzgO+9+k27Fsry1qsXG2Vo0iPaNyWWd+aP5UYfekkDyR10fvhtIXct287nPxrfpDe7ssbBmztzmTU0i9gon2pXdhgdqZdZCCECzZf/CL8LeiuEEEKEFYvRe2qjO/ggAb6/fCfHSiq4fVQ3jB3kw3Vz5+6rAqutLpCF5qv0BlON3clztwznnuU7GgSoKTEWUmIsTQIkoN2CpluGZ/Hgu7t59uvjTYLZ9/bkU1pl5/bRXUPSlnBT95oTQgjRgC/zzH4BHAPMrt83A98EuV1CCCHa0YacEp67ZXiLqY33T8omp6SSVXvz26OZQbG3oMync29OuBTtefLLI/z2o2/54scTOLpwKhsWTKrrHfaUhtueqbmxUSbmjOnOmztzKWqU0v3K1pN07RTN5HYcfyyEECL8tNgzq5T6PnAvkAz0AboC/wKmBrdpQggh2sOBwnLmvLaN+WO7seG/JmFzeO+lmzE4k+6do3l6/VFm+DF9TbhyOjX/s3IvfVNi+eq/JlHdzLk3JxyK9pRW1bB40wlmDM6gR1JsyI7bFj+4pCdPrzvKks0n+enkPgAUltv4cH8BD17Wu8P0/gshhAgMX/6r3gdMBEoBtNYHgfRgNkoIIUT7qHE4mfPaNqLNBh6a2o/MxOZ76UxGAz8cn83qg0Xsyy9rhxYH1nt789lxupRpgzLJauHcm+OpaE+oC2W9sOkEZTY7D1zWO2THbKvBmQlMzE7i/32dUzet0dLtp7E7NXNGd2vn1gkhhAg3vgSzNq11tfsPpZQJaN+J84QQIoQaz7faHlVpg819jnvyynjoir4smzOKrp1iWt4QuGdcDywmA0+vPxbcRgaZ1prff7KfPimx3D6qbWMz6xftOfjQFTx1w2C+OFIUsLTdlp6TDqfm7+uOMqlXMqO7dQ7IMUPl3vE9OVhkZc3hYqA2xXhEl0SGZCW2c8uEEEKEG1+C2S+UUr8CYpRSVwFvAO8Ft1lCCBEe3HOOjl+0jl6Prmb8onXszivtUAFt/XMc9dSX/PfKPaTFWXw+x7R4C7eO6MJLW05wrrImyK0NnlV789l2qpRfTe2Hydj2dGD3+NM+qXG8tSuXX/3nWwrKfJ/exxtfnpPv7c3j6JkKHri0V5uPF2rfHdaFpBgzz36dw/6CcjafOMvto6RXVgghRFO+/Ld+CCgEdgE/AP4D/DqYjRJCiHARiDlHw10gzvH+Sb0YkpnAkTMVEdmDXdsre4BeybHcEYR01oVX9sdmd/LEF4fbvC9frtffvjxKz6QYZgyOvHHMMWYjC6/sy+wRXbBW23lr7hjmjLkwqxgLIYRoXosFoLTWTqXUi8BGatOL92v3QBYhhOjgwqUqbXOcTk2B1dZkipXGy7yluJbb7G0+x5FdOvGn6wcxc8nmdp1XFTw/Ht7a4F73bEUNv5raD4MCcwB6ZRsbkB7PrSO68o/1x/jZ5D6kxbd+7GxFtaPZ67Xt1Dm+OFLM49MGBaSHOdScTs3kPqnMenFLg+dSaqzMrSqEEKKhFv/LKaWuBw4Di4CngUNKqe8Eu2FCCNHezlbWcKS4oq6Ij1uoq9I2x1PK6cGicnb5mBq97dQ5vi0ob/M5FlhtzF26rd17sP1JC6+/7qDH1/DfK/eQnRwbtB7lhVf2o9Lu4MkvjrR6HwcKy9nv5XppXTuO1qk178wfyz3jerS1ye2iwGqrC2ShY2ZDCCGECAxfPqk8CUzRWk/WWl8OTAGeCm6zhBAi9OoX1TlabOX7y7fz8If7WHrH6AZVad/xc87RYPKUcnq4uIIbvaSh1j/Hg4Xl/Oy9PTz39XHenDu2Q8yr6k/KtKd1bwxi0HRRRgKzh3dhY84ZTp6t9Ckdu/H1+q+3dvG3tUdYMXdMg+v1xp2jySmpZPyidYz961oeeGc3OSUVEZXq7RYuzyUhhBDhr8U0Y6BAa32o3t9HgIIgtUcIIdqFu5fOHdz0TIrhhdkj6BxjYnhWJzYsmESRtZqDhVZqHM6wSXf09ME/LsrkMRg4U1HNqXNVfLde+ubiW0cwIDWOjIRoNiyY5FNqrifhMK8qeA+EHK6g0H1+abFRnK2sCXnQ9L/XDuRYSQWXPrO+xXRsT8/JxbeOoE9yLF07xTS4Xk6nZuLT65sE8RsWTCIzITpo5xMM4fJcEkIIEf68/mdQSs1USs0E9iil/qOUmqeUmkttJePNIWuhEEKEgKdeuruWbScrMfp8VdqUOH64Yie///hgO7f2PIvR0CTl1Fpt95iGCqoukIXac5y/dDvKoOrOMZDzqr4T4nlV4XwgVN+MwRnkltoapB6vO3aGk2erQp5CHmcxcs/yHa3uOZ6/dDtmk6HJ9apx6g7Tm+npueRvpoAQQogLQ3P/sae7btFAPnA5MJnaysZJQW+ZEEKEUFVNy6mNMWYjP56Yzap9+ezLLwt1Ez0qtlbz3C3DG3zw75sSyzsegoFYszFoAU/9eVW//cUU/nLDYNYfOxPyHuz0OAtLbh3R4NyfmD6Ym19qGMTPW7qdHq6U8VAGTf6k0PqzrqcgPlJ7M+s/l44unMqGBZPapZCYEEKI8Oc1zVhrPT+UDRFCiFCqX/FWazhxttKn1MYfT8jmT58d4qkvj/DszcND3ewm/rkhh12551h3/0TsTt2gmnHjtOECqy2o6Zvu3sLMBPjDJwd4Y2cu3xmYQa+U2IDs3xcnzlby0Pv7eHPuGFLiorCYDF6DQovJQN+UuDalV/vLnxRaf9Z192bWT0mO5N5M93NJCCGEaI4v1Yx7KaX+opR6Sym10n0LReOEECIYGle8nfLPr4g2G5oU1fEUDKTFW5gzphsvbz1Jfln7Vle12R0s3X6Krp1i6NoppkGKsKe04VCmb/7xuoswKsUv3t8b8H035509eWw8fpYEi6nu3JvrtWxrerW//LkGh4qsTXrdva0rvZlCCCEuRKqlKWOVUjuA54FdQF1uk9b6i+A2rWVjxozRW7Zsae9mCCEiTF5ZFeMXrWvS47XpJ5NwOGmxl25/QTkX/flzHr6qP7+7ZkAom97AmztPc/NLW/nPPeO4dmC6T9v4MwdrW/3+4wM88vF+1vxoApf1SQnKMRqb8o+vKLJWs+tnk+uWeSqk1F5z4LrbU2C1UVhezaEiKxnxFib0Sm6wTo3DybAn1jAkM4FFNw2l2hGanmMhhBAi3Ciltmqtx3i6z5dqxlVa60UBbpMQQrQbb2mnFdVOeia1nBI7ID2e6YMy+OdXx/jFlD7ERvnyVhp4L205SVaihav6p/m8TSjTN386uTdbT5ZQZXeQU1IR9GCssNzG2qPF/HJqvwbL6/dahiqduDnua5AcE8WsF7dgNii2/8/lmI3nk6X+8dUx9hda+fO0QWQlSrqtEEII4YkvA6X+ppT6rVJqvFJqlPsW9JYJIUSQBKJYzv9c3oc+KbEcLLL6NF9ooBWU2fjg2wLuGNUNY5j21EWbjCy8sj8/WLGzrorw7rzSoD1O7+3Nx6nhpiGZTe4LdTqxL6JMBh6fNoh9BeX8e0NO3fJiazW/+/gAV/VPZdqgjHZsoRBCCBHefPnkNhT4PvAY8KTr9kQwGyWEEMGkNT6PRfRmYnYSj11/ETcu3hySQK2x17adwu7UzB3TPSTHa40Cq43ZL2/1aRqaQHhnVx49k2IY2bVTUPYfDDcMzuCKvqk88vF+zlRUA/Dbj/ZTWlXDk9MHo1T7B91CCCFEuPIlN+4moLfWujrYjRFCiFB4Zv0xVh8sZM2PJoCiVWmnhRXVzFu6vUmgtmHBpJCk8b605QRjunViUGZC0I/VWv5MLdMcX8b5llXZ+eRgIT8Y3zOiAkClFH+5YTA/XLGDA4XlpMZFcWX/VHokxTAkK7G9myeEEEKENV+C2R1AZ6DAnx0rpboDLwGZ1BaOelZr/TelVDKwDMgGjgG3aK1LXNv8ErgbcAALtNYf+XNMIYRoSVWNg//3dQ7js5Pomdz6KWMCFai1xs7TpWw/XcqiG4cE/Vht4c/UMm6NA9fUmCj2FpS1WLzpw/0F2OxOjynG4W5IZgKPTx/Mba98U3eOb88bi9OpwyIdWgghhAhXvqQZZwDfKqU+8nNqHjvwP1rri4BLgPuUUoOAh4DVWut+wGrX37juuxUYDFwL/EMpZfT/lIQQvnI6NXllVU3GfHpb3hEs33GaQms190/s1ab9BGLcbWu9uOUEZqPitpFdg36stvA0Dc3SO0Z7TeduPGXS+EXrOHa2oi6QBe+pyu/sziM1LopJvUJTNTmQCqw27njtmwbneNOS4KVjCyGEEB2FLz2zv23NjrXWuUCu6/cypdQ+oCswA5jsWu1FYA3wC9fypVprG3BUKXUIuBjY0JrjCyGa52m6krfnjaVn52hyzlZx05LwmMYkkLTWPL3uKAPT45naL7VN+3IHavUfvxdvHUlnS9srG3tLq3U6NfnlNm4amskNgzNJijG3+VjB1LiK8MFCK/+3+iBvzB2DgabPpQKrrUngml9W3WIPeLXdyfv78pk1LCtsi2E1pz17+YUQQohI1uKnrkDMJ6uUygZGAhuBDFegi9Y6VynlnhyxK/B1vc1OupY13te9wL0APXr0aGvThLhgeQocblqymffvHlcXyLqXh3IsqC9aO1fqxuNn2XLyHH+/aUibx1U2DtSsNgd3L99O/7R4ltw6wuf9+5pWOyg9wad023BTfyqgPXllrNybz6vfnGLe2KaFqzwFdQXlNo+pyo562QKfHSqitMrOTUOygnQWwdWadGwhhBBC+JBmrJQqU0qVum5VSimHUqrU1wMopeKBN4GfaK2b287Tp7EmuY1a62e11mO01mPS0nyfW1EI0ZC33qAokwrrXiJPqai+VhF+Zv1REiwm7hwdmArA9ad7GZSZwHcGZnCgsJxtp875lKLt6VyOlnhOqz1QbPUp3TacfWdgOiO6JPLYZwcbBKNulTXOJqnbL205wVvzGqYqvzB7BAve3sWRYisAb+/OJd5i5Mo29ra3F0/p2P5W1xZCCCEuRL70zDYolamUupHa9N8WKaXM1Aayr2qt33ItzldKZbl6ZbM4X1jqJFD/E2Y34LQvxxFC+E+B194gT8ujjOHRS+SpR9mXnuO80iqW7zjND8dnkxDd9lRgTxZO7csV/VKY9eIWn3pPPZ1LQbnntFqzIby/ZPCFUopfTu3H7Je38ubOXG4Z0aXuvsJyG/+9cjdLbh1RVyW6Z1IMv7tmAIPSE+p6wC0mA+U2B18fP8vP3tvDUzOGMGd0N+4Y1S1snqP+atzL35rq2kIIIcSFyO///Frrd4ArWlpP1ebYPQ/s01r/pd5dK4G5rt/nAu/WW36rUsqilOoF9AM2+ds+IUTLHE7NY58d5HkPc61mxUc36SV67pbhPPn5Yapq7O1eGOpcpb1VQd2zXx+nxqG5b2J20NpWWFHNnNe2+dx7WlXjPa22vp5JMUSb26/gVCDNHJrFgLQ4/u+zg2hd+/zRWnPP8h18drCYrIRoNiyYxNGFU9mwYBJDMhMxmQx1PeCZCdH0TY3j8x+N576Jvbj8H19x2TNfcefr20I6z2+g1e/lz0yIlkBWCCGE8EGL3RNKqZn1/jQAY/CQ/uvBRGAOsEsptd217FfAY8BypdTdwHHgZgCt9R6l1HJgL7WVkO/TWjt8PA8hhB+e/OIw/9pwnGsHpnvsDWrcS/TV0TOszznD5hPnuPP1be02ZvPVb04SF2X02HNs9tIGd9GkK/qlcGnv8fRNiQta+/wt5JNf1nQ8qDutdmajAlzuLxkaj5mNtFRUo0Hx0BX9mL9sO//ZV8D1gzJ49usc3tubz5M3DKJ/erxP+0mLt3DDC+E9tlsIIYQQweVLrt30er/bqZ0bdkZLG2mt1+F5HCzAVC/bPAo86kObhBCt9M3Jszz84bfMGprF9EGZHgsV1S/aAzBzWBd6p8SFvDBU/eJIReXVPL3uKCO7JvL2vLENqi0/d8tw/r0hh7su7gGKusAcaFKxOZgBuNdCPh7SX9cfPcNP39vDK98bVTcti7e0Wm9fMkRqKur3RnXlnd25WEwGDhVZyUyI5v6JPXlgUm+f9yEVgIUQQgjhy5jZ+aFoiBDCs9ZW7vW0n7yyKqrsTt6aO5YJPZP8quibFGsOafDgaeqgl783kjHdOhFlNDYI6vJLbVzeJ5XJ//yqbt3Xbh+F0aCY/fLWkAXgnqbree6W4Xx6sJA76hWdstrszF+2HbvDyfAszwGqp/Z5Wx5pjKq2d/bWV7bWPU5vzRvr1z6kArAQQgghvAazSqnfNLOd1lr/bxDaI4Sox1NA15qeRW/76RRj9nk/oQ4ePBVHmvPaNlcgamoS1N3YqNf4e69+wwffHxfSALxJ76nRwF/XHubJL47SrVMMk/vWVtv95QffcqjIymc/HE98tIn4IBWkClcFVltdIAu112TmEv++ZPD0xUEkpl0LIYQQovWa+wRl9bAsDrgbSAEkmBUiyFpTubdxT25yjJmDRZ6ne2lr8PBOgIKHxm3uZDGRX2rzORD1lnIaY/Y8vjaYvXeNe09/NbU/7+7O58+fH6R3SiyVNU6m9Ekhu3N0XXB7oQlEinBHSrsWQgghROt4DWa11k+6f1dKJQAPAPOBpcCT3rYTIpx5S9kNVCpvoPn7od9TD+wLs0cQYzYGNHg4W1nDvvxyvjxczPAunfw/sRbavHj2COxO7XMg6q3XODbK0O69d4nRZlbdPY6ckgou/8dXDb4IcDp1WDzPQi1QvfwdJe1aCCGEEK3T7CcHpVSyUuoPwE5qA99RWutfaK0LmttOiHDkDprGL1pHr0dXM37ROnbllWKrsbOr0fJwmeLD/aG/vp5JMZRV2T2u76kn965l28lIiArItC7u4GFgegIf7i/gJyv38NWxM37twz121z29T0F50zbPX7advqmxTaYI8haIunuNG6+bEmOpC8DrT/US6gAyzmLk7uU7Gpzjjc1M2dPRebtekiIshBBCCH8o9zx/Te5Q6nFgJvAs8IzWujyUDfPFmDFj9JYtW9q7GSJC5JVVMX7Ruia9Qe/fPY7rn9/YZHk4TPFRbXfw1bES5i/bXtej9+JtI3lo1V5+c/UARnRNbJCae6DIysi/fNlkPycfvpIia3VAq/qWVdkZ/uQaTEYD2x68jDhLy+M+PfXCfnTvJQz80+dN1j26cCrdO8X43GMerr3rADklFfR6dHWT5UcXTqVnUmw7tKj9hfP1EkIIIUT4UEpt1VqP8XRfc58+/wewAb8GFtareqqoLQCVGNBWChFk3lJ2zUYVtlN8vLDpBC9uOcF/7hlHbJQRi8lAgtnE8C6JmI2qLjhvKTU3GOMLE6JNPD97BL/6zz525pXSJTG6xf166jk+VGT1mnLqTxppOKecSuXdpsL5egkhhBAiMnj9JKW1NmitY7TWCVrrxHq3BAlkRSRyajym2kabPafyohumw4Y67bii2s7vPzmA2WhgYHo8PZNiyUyIJi7axK+v6s89jdJW5y/bTp9mUnPdwYN7P4HoBbu8dwpP3jCY773yjU8p2p6+UPjfTw7w1ryOnXIqabVCCCGEEIF3Yc0HIS5Y1XYnv/voW16YPYK76qXsvjt/LFnx0U2KBL1x52hySiqZu3R7wNJy/bVo3VHyymwsv3N0k/lg7U7tsTfZoEJb4bXAauP2V7/xuUqytdrRpIcyr8xGt86WDl2VVirvCiGEEEIEngSz4oLwyMf7eWnrKe4c291jQNE40HA4NJOeWd+mqWzaoqSimj9/fphpF2UwqVdKk/ubS1sNZfqmP9WWc85U8MDbu1ly6wjmNfqSICWm4wd2klYrhBBCCBFYEsyKDu/Lw8X86fND3HVxD67om+ZxncaBRk5JRbuMo3UXxckrtfH8LcMZnJHgcT1Pc762R9qqt6Da1CgwrXE4+d6r37A7r4xeybHSQymEEEIIIdpMgtkOLtLmVQ0U9/lV1jgpr7Yzc0gmf50x2Oft26Ngj6dKv+96mYs0XNJWPQXVz90ynD+tPsjjNwzGYjIC8PCH+9mQU8LSO0bT4wKt3iuEEEIIIQLL69Q8kUCm5mmet+BoUHoCewvKAjpNSzjxdN4r5o5hZJdOPp+fp3288r1RjO+ZFJDHyNOXCQVWm8epg8JhiqDmND6XLcfPcsPizfx8Sm8euLQP5ypr2FdQzv6Cch6a2q+9myuEEEIIISJIc1PzSDDbgXmbV/Xjey/h6me/jrigyVfeztvf86sfpOWW2njw3d38/aahjOneuU3t8xQoL58zGrPRwKinms4RG4lzkb6+7STp8Za6iss9k2J4Z/5YhnaQL0yEEEIIIURoNBfMXriTHF4AbDWei/No18/Gy8NhXlWoDfbaMiWOP0WJmlN/KpuL0uM5VlLJf729y6/2eDoXT3Ot3vLy1rrU5voidS7SKX1Tm0wddOPizRRYbe3cMiGEEEII0VFE3qdk4ZNym52jZyo8BkcxXuZVtRjb/+ng7rUcv2idT/OWehKMoLBTjJk/T7uIjcfPsmTLCZ+28XQuW0+dI7/U5jHY7hRt6jBzkQbqCwUhhBBCCCG8af/oRQRE/R7A4yUV3PfWThZ+sI+ld4xuEhy551Wtv/y5W4bz+jcnOXm2stU9ooHgqddyhqtHz9ce26JyG8/dMjzgQeEdo7oxMTuJX76/j5KK6ladyy0vbSHKS7Bdv6jT0YVT2bBgUsSOY+5IvcxCCCGEECI8STXjMNDWysKexmA+f8twLCYDY7t39mle1b15pQzr2olLXXOrtldRKG89eoXlNo6XVDL75a3Nts/ucDJ36Xa6JESz7v6J2J06YJV+lVL8/aah/PjNnXxbWE6XxOhm9+3tXNw9sJ6m1ekoc5GGy9RBQgghhBCi45Jgtp15qzg8JDMRwKcg11MP4N3Ld7BhwSSvwZGn5fWLJrl7RENdFOpcpd3jlDhmg4EbXm7aY9u4fU+vP8a2U6X8ck4/unaKabL/thqWlcgT0wfzvVe+aTHo9za9T7hMqxNMF8I5CiGEEEKI9iU5f+3MW1ptcaXN57GjgRifGA5jHF/YdJwfrNjBS7eNbJIiHGM2tti+k2cr+c1H33LdwHRmDcsKShsLrDZuf+0bj2nQjaXFRvGih3Op3wPbMymWzIToDhnkXQjnKIQQQggh2o/0zLYzb0Hk2Qq7xyDXU09puc1zb6Y/4xO99SKaghyAuFOsi63VJMWYubh7Z8Z269SkR6/AavPYvsLyarISLJyprCG3zMbLt41idLdOKBWcdvsT9L+7N5/HPz/E2/PGkhRrlt5JIYQQQgghAkh6ZtuZze70WCjHqb1Pn1O/ENLO0+f4yxeHvfYA+so9xrFxUajHVh+kOki9s/Wr/Q594gv+e+Ue7hrXgyiTsUmPnqf2vfK9kfzzq6NsyClh/KJ1jPvbWn7y7m7OVFQHrXiVr4WNbHYHP3tvL+U2B0MyE6R3UgghhBBCiACTntl29J99+fzps4MsvnUE85dubzAGs1O0yWNP5LmqGkoqarhpyfkxti/dNpLRXZr2ZvoTOHka47j1xFme+SqHtLgo7h2fjc0R2LGP+eVNU6xv9NL77G0MZlJMFNc/vzFkY309FTZ6/pbhlFfZIeH8en/98ihHz1Tw0b2XYAqDKY+EEEIIIYToaCSYDTF3Wu2ZihqqHU6yk2MZlpnQJEgDmgRNr3xvFAVl1Xz/jR0Ngrc7X98WkOCtcVGo6wdl8uzNw+iVHMv4v6/zqcqxr5WZj52pIK/M83yr3sbpeipaFWdpeSxtIDUOqhXwozd3cqiogk0PXEqnGDN5pVX8cfVBpl2UwVX904LSDiGEEEIIIS50EsyGkNOp2ZVXyo31AtS3542lc0yUx4DPU0/kkTPWkAZv0y7KqAtk3cfy1vPpa2Vmq83BA+/s5r8u7RW0sb7BnM+0cVD9y6n9uOKfG3j00wP89+V9OFVaxYu3jWBEl8SgtUEIIYQQQogLneQ/Bkn9ca15ZVWUV9kbBLJQGxjetMRzJVzwXA023mLyacxmoNgcvhc88laZeXd+KVtOnq2rzHz98xv59VX9GNu9U5NxsIEY6xvq+Uwn9UrhxdtGcM3AdMb/fR1j/7qWB9/dQ2mVPWhjd4UQQgghhLjQSc9sEHjqoXz+luHERpna3KvqacxmMIM3f3o+q2o8B77RJiMzXmgY5M5bup0NCya1eS7ScJnPdEqfVJ97sIUQQgghhBBtJ8FsEHjqobx7+Q4+/9GENqfEhjp48xQ8P3fLcLafKuXageeDtNKqGg4XW71O7+MtiPc0DtZfgdhHW/nTgy2EEEIIIYRoO0kzDgJvc5FGGVVAUmI9pR8HS/3g+ejCqay/fyJv7jjNtOc38vH+AvLKqjhabGVjTgnLtp1k2ZzRTc4v1mwMaWp0e/B1yh4hhBBCCCFEYAStZ1Yp9QIwDSjQWg9xLUsGlgHZwDHgFq11ieu+XwJ3Aw5ggdb6o2C1Ldi8peaGS0qsvxr3fD4+fTAaMBoU4xedr3K8/M4xjMxqen7QtDJzqMe1Bluo07+FEEIIIYS40Cmtg1OgRil1GVAOvFQvmP0zcEZr/ZhS6iEgSWv9C6XUIOB14GKgC/Ap0F9r7WjuGGPGjNFbtmwJSvvbormqvuEeuPrq1LlKJj29vknA7m2MqK9T9kSyC+EchRBCCCGECCWl1Fat9RhP9wWtZ1Zr/aVSKrvR4hnAZNfvLwJrgF+4li/VWtuAo0qpQ9QGthuC1b5gitQeWH/YnbrNc8R2NBfCOQohhBBCCBEuQl0AKkNrnQugtc5VSqW7lncFvq633knXsiaUUvcC9wL06NEjiE1tm44e2LTH/K5CCCGEEEII4RYukYenLkuP+c9a62e11mO01mPS0tKC3CzhTTjM7yqEEEIIIYS4cIW6ZzZfKZXl6pXNAgpcy08C3eut1w04HeK2CT9cCKnUQgghhBBCiPAV6p7ZlcBc1+9zgXfrLb9VKWVRSvUC+gGbQtw24adQThEkhBBCCCGEEPUFc2qe16kt9pSqlDoJ/BZ4DFiulLobOA7cDKC13qOUWg7sBezAfS1VMhZCCCGEEEIIceEKZjXj27zcNdXL+o8CjwarPUIIIYQQQgghOo5wKQAlhBBCCCGEEEL4TIJZIYQQQgghhBARR4JZIYQQQgghhBARR2ntcTrXiKCUKgRy2rsdLUgFitq7EaJN5Bp2DHIdI59cw45BrmPkk2vYMch17BguhOvYU2ud5umOiA5mI4FSaovWekx7t0O0nlzDjkGuY+STa9gxyHWMfHINOwa5jh3DhX4dJc1YCCGEEEIIIUTEkWBWCCGEEEIIIUTEkWA2+J5t7waINpNr2DHIdYx8cg07BrmOkU+uYccg17FjuKCvo4yZFUIIIYQQQggRcaRnVgghhBBCCCFExJFgVgghhBBCCCFE5NFah9UNeAEoAHY3Wj4c2ADsAt4DEhvd3wMoB35ab9lsYCewB/hzM8cc7drvIWAR59OvLwO+AezAd5vZ/oeu7bcD64BB9e77EDgLrGpm+2TgE+Cg62dSvft+6WrXfuCacNy+rdcQyAYqXY/fduBfLV0bP65hT2C163mwBujWims41/XYHATmhuM1CPQ1DOR1BGKB94FvqX0tPtaK1+I8oLDevu+R12JoX4v1tl3ZeH8+XkN5P23n16LrvjWu47vvS/fzOsp7aju+FoGEesu2Uzu35F/9vIbzkPfTcHgtymfUCHgtuu4b5rpvj+v+6OaujR/XUN5PW/labLD/1mwUzBu1L85RHp5km4HLXb/fBfxvo/vfBN7AFcwCKcBxIM3194vAVC/H3ASMBxTwAfAd1/Js1xP4JZp/o6j/hL8B+LDe31OB6TT/RvFn4CHX7w8Bf3L9PgjYAViAXsBhwBhu27f1GroeZ48fjr1dGz+u4Ru4XtzAFcDL/lxDal+AR1w/k1y/J3nYvkNdw0BeR2qD2Smu36OAta24jvOAp31os7wWg/RadN0/E3ithXXk/TRMX4uu+9YAY3w4prynhvFrsd72W4HL/LyG85D30/b+vyifUSPntWiiNtgcXu/aGZu7Nn5cQ3k/beVrscH+/d0gFDc8vPiBUs5/k9Ed2FvvvhuBx4FHOB/MjgU+rbfOHOAfHo6VBXxb7+/bgH83WmcJzbxRNFr3NuCDRssm0/wbxX4gq1579rt+/yXwy3rrfQSMD7ft23oNPa3r67VpaT1qv0Xr5vpdAaX+XMPGxwT+DdwWbtcgGNcwUNfRwz7/Bnzfz+s4Dx8+fHm7jvWWTUZei626hkA8rm+Em1lH3k/D/LWID8Fsc9cReU9t99divW37ASfw0BvUwjWch7yftutrEfmM2q7X0c9reB3wSmuuTUvrIe+nbXotum+RNGZ2N7XfRgDcTO0TDaVUHPAL4HeN1j8EDFRKZSulTNQGvN097LcrcLLe3yddy/yilLpPKXWY2m8fFvi5eYbWOhfA9TO9XttOeGqbUuo5pdSY9tq+lTxeQ5deSqltSqkvlFKX1ju+L9emufV2ALNcv98EJCilUjw1zss19PUxuFCuIfh/HesopTpT+y3wag/7bel6z1JK7VRKrVBKeXotu48hr8WWteYa/i/wJFDRzH7l/TQyXouLlVLblVIPK6WUh/3Ke2p4vxbdbgOWadenwEbk/TS8X4vyGTX8rqO3a9gf0Eqpj5RS3yilfl7v+PIZNQyuYSQFs3cB9ymltlI7ZqTatfx3wFNa6/L6K2utS4AfAcuoTWs8Ru24gsY8/SP39I+hWVrrZ7TWfagNrH/t7/ZeeG2b1voerfWW9tq+lbxdw1ygh9Z6JPDfwGtKqUQ/jt/cej8FLldKbQMuB07h+Xng7Rq29THoaNcQ/L+OtQ2p/Yf9OrBIa33Ez7a+B2RrrYcBn1KbkuWRvBZ94tc1VEqNAPpqrd8ORTvlGvqsNa/F27XWQ4FLXbc5frZV3lO9bN9KrXo/dbmV2vdUf9sp76detm8Dv66jfEYN7vat5O0amoBJwO2unzcppab6cXx5P23F9v6ImGBWa/2t1vpqrfVoat+8D7vuGgf8WSl1DPgJ8Cul1P2ubd7TWo/TWo+ntov7oFLK6PpGertS6vfUfgvQrd6hugGnm2uLUupR9z483L2U2m/Y/JGvlMpy7TuL2oHpuNpW/5s6b21r7+194u0aaq1tWuti1+9bXcv74+Xa+HMNtdantdYzXf9IFrqWnfPjGkbKNQjJNYRWXUe3Z4GDWuu/utrpz3Us1lrbXMv/H7XFFOS12EqtuIbjgdGu99l1QH+l1Bp5P42816LW+pTrZxm1458vlvfUiHot4mrTcMDkuk/eTyPztSifUcPoOjYTZ5wEvtBaF2mtK4D/UDvmVj6jhss11H7mJYfihudc9nTXTwO1g93v8rDdIzSsZuzeJonaCmD9vRxvM3AJ5wdmX9fo/iU0P7i+X73fpwNbGt0/mebHIzxOw4HRf3b9PpiGA6OP4Hlgdbtu39ZrCKRxfjB9b2q/mUr25dq0dA2BVMDg+v1R4Pf+XENqB9UfdT2Hkly/J4fbNQjGNQzwdfwDtUXaDC0cz9t1zKq3zk3A1/JaDO1rsbn9+XIN692/BHk/bZfXIrU9DKmu5WZgBfBDP1+L8p4aBq9F4DHgdy0cT95Pw/S12Ggb+Ywa3q/FJGqrRsdS+x76KXC9L9fGh9eivJ+24bVYt39/Nwj2jdpvQ3KBGmoj9rtdyx8ADrhuj+G54MEjNAxmXwf2um63NnPMMdTmyh8Gnnbvm9oB+icBK1AM7PGy/d+oHcS9HfgcGFzvvrXUlsCvdO2rSdlpaiujraa2ZPVqGv7DWuhq137qVUkDnsNVxKM9tg/kNaR2vMAe1xP6G2B6S9fGj2v4Xdd5HXCds6UV1/Auase3HALme9m+Q13DQF5Har9p08A+Wp4Kwtt1/L96+/4cGCivxdC+FuvtM5vmg1l5Pw3f12IctdVv3dOB/A0vHxyauY7ynhoGr0VqP/R5fB/04RrK+2k7vxbr7Us+o4b5a9F13x2ux3A39aZR8nZt/LiG8n7aytdi/Zv7wRRCCCGEEEIIISJGxIyZFUIIIYQQQggh3CSYFUIIIYQQQggRcSSYFUIIIYQQQggRcSSYFUIIIYQQQggRcSSYFUIIIYQQQggRcSSYFUIIIYQQQggRcSSYFUIIIYQQQggRcf4/i07j3Pa9Yf0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for model_name, model in models.items():\n",
    "    forecaster = HCrystalBallForecaster(model)\n",
    "    # if provided in the data, exogenous variables are supported over X_train, X_pred\n",
    "    forecaster.fit(y_train)\n",
    "    y_pred = forecaster.predict(fh)\n",
    "    smape_loss = mean_absolute_percentage_error(y_pred, y_test)\n",
    "    plot_series(\n",
    "        y_train,\n",
    "        y_test,\n",
    "        y_pred,\n",
    "        labels=[\n",
    "            \"y_train\",\n",
    "            \"y_test\",\n",
    "            f\"y_pred_{model_name}[smape_loss:{smape_loss:.3}]\",\n",
    "        ],\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Note: As we see, the `RandomForestRegressor` does not cope well with trended data (cannot predict value from before unseen range). Adding detrender and other features might be used here.*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Main Functionality\n",
    "\n",
    "### HolidayTransformer\n",
    " - create feature for **holidays** given county ISO code (optionally also region, e.g. DE-NW) from the **day** (data need to have **daily frequency**)\n",
    " - allows simple modelling of **before and after holidays effects** (use-case: \"Our company does not sell much in the **Christmas time period**\")\n",
    " - allows usage of **multiple holiday codes** (use-case: \"Our company is located at the borders, having sales influenced by holidays in **Germany and France**\")\n",
    " - [see examples](https://hcrystalball.readthedocs.io/en/latest/examples/tutorial/wrappers/04_seasonalities_and_holidays.html)\n",
    "\n",
    "### SeasonalityTransformer\n",
    " - create features for day of the week and similar\n",
    " - can be automatically inferred from the data frequency\n",
    "\n",
    "### ProphetWrapper\n",
    " - wrapper for [fbprophet](https://facebook.github.io/prophet/) library\n",
    " - [learn more on the usage](https://hcrystalball.readthedocs.io/en/latest/examples/tutorial/wrappers/06_advanced_prophet.html)\n",
    "\n",
    ">_Prophet is a procedure for forecasting time series data based on an additive model where non-linear trends are fit with yearly, weekly, and daily seasonality, plus holiday effects. It works best with time series that have strong seasonal effects and several seasons of historical data. Prophet is robust to missing data and shifts in the trend, and typically handles outliers well._\n",
    "\n",
    ">_Taylor SJ, Letham B. 2017. [Forecasting at scale](https://doi.org/10.7287/peerj.preprints.3190v2). PeerJ Preprints 5:e3190v2 https://doi.org/10.7287/peerj.preprints.3190v2_\n",
    "\n",
    "### StackingEnsemble\n",
    " - own implementation of stacked ensemble\n",
    " - meta model allows for having (apart from predictions from base models) features for weekday and horizon\n",
    " - (use-case: **exponential smoothing is better in modelling short horizon, while sklearn for long ones, meta model might pick that information**)\n",
    " - [learn more](https://hcrystalball.readthedocs.io/en/latest/examples/tutorial/wrappers/08_ensembles.html#Stacking-Ensembles)\n",
    "\n",
    "### SklearnWrapper\n",
    " - own implementation of sklearn compatible regressors -> to time-series forecasters\n",
    " - uses lags depending on the forecasting horizon, that needs to be know already at the fitting time\n",
    " - [learn more](https://hcrystalball.readthedocs.io/en/latest/examples/tutorial/wrappers/02_ar_modelling_in_sklearn.html)\n",
    "\n",
    "### TBATSWrapper\n",
    " - wrapper for [tbats](https://github.com/intive-DataScience/tbats) library\n",
    " - python implementation of methods for complex seasonal patterns\n",
    "\n",
    ">_De Livera, A.M., Hyndman, R.J., & Snyder, R. D. (2011), Forecasting time series with complex seasonal patterns using exponential sm_oothing, Journal of the American Statistical Association, 106(496), 1513-1527._"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Performance\n",
    "Depending on the dataset (frequency, additonal features, trend, seasonality, ...), there are certain things that (dis)allow for usage of different techinques. Take a look at the [HCrystalBall docs]((https://hcrystalball.readthedocs.io/en/latest/examples/02_tutorial.html)) to see performance on the **daily data** with **exogenous variables** and **holiday** information (domain HCrystalBall was mainly developed against)"
   ]
  }
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